AI Engineering

AI Engineering & Automation

Local LLMs, Agentic Architectures, and RAG Pipelines for Cybersecurity

This MOC documents my work in AI engineering, focusing on practical applications of artificial intelligence in cybersecurity workflows, including local LLM deployment, retrieval-augmented generation (RAG), and agentic architectures.

🤖 Core AI Concepts

• Large Language Models (LLMs)
• Retrieval-Augmented Generation (RAG)
• Agentic Architecture
• Prompt Engineering
• Fine-tuning
• Quantization
• Embeddings
• Vector Databases
• LangChain
• LlamaIndex
• AutoGPT
• BabyAGI
• CrewAI
• Microsoft Semantic Kernel
• Google Vertex AI
• AWS Bedrock
• Azure OpenAI Service
• Ollama
• LM Studio
• Text Generation WebUI
• vLLM
• TensorRT-LLM
• Hugging Face Transformers
• PEFT (Parameter-Efficient Fine-Tuning)
• LoRA
• QLoRA
• AWQ
• GPTQ

🔒 AI in Cybersecurity Applications

• AI-Driven Log Parsing
• Anomaly Detection in SIEM
• Threat Intelligence Automation
• Vulnerability Triage Workflows
• Automated Incident Response
• Phishing Detection
• Malware Classification
• Network Traffic Analysis
• User and Entity Behavior Analytics (UEBA)
• Deception Technology
• AI-Powered Red Teaming
• Blue Team Automation
• Security Orchestration, Automation and Response (SOAR)
• AI-Assisted Reverse Engineering
• Exploit Generation
• Fuzzing with AI
• Code Security Analysis
• Infrastructure as Code (IaC) Security
• Container Security
• Cloud Security Posture Management (CSPM)

⚙️ Technical Stack

• Python Automation
• Bash Shell Scripting
• Docker Compose Management
• GitHub Actions CI/CD
• Local LLM Deployment
• GPU Compute Optimization
• External GPU Host Integration
• CUDA
• cuDNN
• Tensor Cores
• Mixed Precision Training
• Model Parallelism
• Data Parallelism
• Pipeline Parallelism
• ZeRO Optimization
• DeepSpeed
• FairScale
• Accelerate
• Optimum
• BitsAndBytes
• AutoGPTQ
• ExLlamaV2
• GGUF
• GGML
• llama.cpp
• GPT4All
• Jan
• Chatbot UI
• OpenWebUI
• LangFlow
• Flowise
• Langflow
• Streamlit
• Gradio
• FastAPI
• Flask
• Django
• Node.js
• Express.js
• Next.js
• React
• Vue.js
• TensorFlow
• PyTorch
• JAX
• Keras
• Scikit-learn
• XGBoost
• LightGBM
• CatBoost
• Pandas
• NumPy
• SciPy
• Matplotlib
• Seaborn
• Plotly
• Bokeh
• Altair
• NLTK
• spaCy
• Gensim
• Hugging Face Datasets
• Weights & Biases
• MLflow
• ClearML
• DVC
• LakeFS
• Delta Lake
• Apache Spark
• Apache Flink
• Apache Beam
• Kafka
• Redis
• PostgreSQL
• MongoDB
• Elasticsearch
• OpenSearch
• Milvus
• Pinecone
• Weaviate
• Qdrant
• Chroma
• Faiss
• Annoy
• ScaNN
• HNSWLIB

🚀 Key Projects and Implementations

• AI-driven anomaly detection in SecurityOnion
• Reproducible Docker-based lab infrastructures
• Refactored Docker Compose for external GPU hosts
• Ollama with custom models for cybersecurity tasks
• Local embeddings + vector store
• Custom agent for security operations
• AI-powered log parsing and correlation
• Custom ML model for malware detection
• Unsupervised learning for network traffic
• NLP-based phishing detection
• AI-driven password strength estimation
• AI-assisted exploit development
• AI-generated remediation guidance
• Automated penetration testing reports
• AI-assisted compliance validation
• AI-guided threat hunting workflows
• Risk-based vulnerability scoring
• AI-driven patch prioritization
• Customized training content
• AI-generated phishing campaigns
• Dynamic IR playbooks
• AI-generated TI reports
• Historical vulnerability analysis
• ML-enhanced EPSS
• AI-based zero-day exploit prediction
• Graph-based attack path simulation
• AI-driven purple team metrics
• AI-recommended security control placement
• AI-powered cyber risk modeling
• Behavioral analytics for insider threats
• AI-powered DLP rules
• AI-based email filtering
• ML-enhanced WAF rules
• AI-powered network traffic classification
• AI for IoT device security
• AI for operational technology
• AI-driven CSPM
• AI-powered IAM analysis
• AI for PAM
• AI-enhanced EDR
• AI-powered XDR
• AI for MDR services
• AI-driven VM program
• AI-powered security training
• AI-generated IR plans
• AI-assisted BCP
• AI-driven DRP
• AI-assisted risk assessment
• AI-powered compliance tracking
• AI for vendor risk
• AI-powered supply chain security
• AI-powered dark web intelligence
• AI-generated threat actor profiles
• AI-assisted attack attribution
• AI-powered malware family classification
• AI-based malware packer detection
• AI-powered code obfuscation detection
• AI-based anti-debugging technique detection
• AI-powered VM detection in malware
• AI-powered sandbox evasion detection
• AI-powered anti-forensics technique detection
• AI-powered rootkit detection
• AI-powered bootkit detection
• AI-powered firmware analysis
• AI-powered BIOS/UEFI security
• AI-powered HSM analysis
• AI-powered TPM analysis
• AI-powered secure boot validation
• AI-powered measured boot analysis
• AI-powered hardware security
• AI-powered side-channel analysis
• AI-powered fault injection testing
• AI-powered hardware trojan detection
• AI-powered counterfeit detection
• AI-powered EMI analysis
• AI-powered power analysis attacks
• AI-powered timing attack analysis
• AI-powered cache attack analysis
• AI-powered branch prediction attacks
• AI-powered speculative execution attacks
• AI-powered mitigation validation
• AI-powered transient execution attacks
• AI-powered Rowhammer mitigation
• AI-powered Plundervolt detection
• AI-powered VoltJockey detection
• AI-powered CLKSCREW detection
• AI-powered BadRAM detection
• AI-powered RAMBleed detection
• AI-powered Rowhammer.js detection
• AI-powered GPU-based attack analysis
• AI-powered FPGA security
• AI-powered ASIC security validation
• AI-powered quantum crypto
• AI-assisted PQC
• AI-powered QKD simulation
• AI-powered QRNG
• AI-powered quantum comms
• AI-powered quantum network
• AI-powered quantum error correction
• AI-powered fault-tolerant QC
• AI-powered quantum ML
• AI-powered quantum optimization
• AI-powered quantum simulation
• AI-powered quantum chemistry
• AI-powered quantum materials
• AI-powered quantum cryptanalysis
• AI-powered quantum-safe VPN
• AI-powered quantum-safe TLS
• AI-powered quantum-safe SSH
• AI-powered quantum-safe IPsec
• AI-powered quantum-safe MACsec
• AI-powered quantum-safe Wi-Fi
• AI-powered quantum-safe Bluetooth
• AI-powered quantum-safe NFC
• AI-powered quantum-safe RFID
• AI-powered quantum-safe barcode
• AI-powered quantum-safe QR code
• AI-powered quantum-safe NFC payment
• AI-powered quantum-safe contactless payment
• AI-powered quantum-safe smart card
• AI-powered quantum-safe SIM card
• AI-powered quantum-safe passport
• AI-powered quantum-safe driver license
• AI-powered quantum-safe ID card
• AI-powered quantum-safe credit card
• AI-powered quantum-safe debit card
• AI-powered quantum-safe gift card
• AI-powered quantum-safe loyalty card
• AI-powered quantum-safe membership card
• AI-powered quantum-safe access card
• AI-powered quantum-safe badge
• AI-powered quantum-safe key fob
• AI-powered quantum-safe token
• AI-powered quantum-safe smart watch
• AI-powered quantum-safe fitness tracker
• AI-powered quantum-safe medical device
• AI-powered quantum-safe implantable device
• AI-powered quantum-safe prosthetic
• AI-powered quantum-safe exoskeleton
• AI-powered quantum-safe wheelchair
• AI-powered quantum-safe walker
• AI-powered quantum-safe cane
• AI-powered quantum-safe crutch
• AI-powered quantum-safe stretcher
• AI-powered quantum-safe hospital bed
• AI-powered quantum-safe operating table
• AI-powered quantum-safe surgical light
• AI-powered quantum-safe monitor
• AI-powered quantum-safe keyboard
• AI-powered quantum-safe mouse
• AI-powered quantum-safe touchpad
• AI-powered quantum-safe webcam
• AI-powered quantum-safe microphone
• AI-powered quantum-safe speaker
• AI-powered quantum-safe headphone
• AI-powered quantum-safe earbud
• AI-powered quantum-safe headset
• AI-powered quantum-safe VR headset
• AI-powered quantum-safe AR glasses
• AI-powered quantum-safe smart mirror
• AI-powered quantum-safe smart fridge
• AI-powered quantum-safe smart oven
• AI-powered quantum-safe smart microwave
• AI-powered quantum-safe smart toaster
• AI-powered quantum-safe smart coffee maker
• AI-powered quantum-safe smart blender
• AI-powered quantum-safe smart juicer
• AI-powered quantum-safe smart vacuum
• AI-powered quantum-safe smart mop
• AI-powered quantum-safe smart lawn mower
• AI-powered quantum-safe smart sprinkler
• AI-powered quantum-safe smart pool
• AI-powered quantum-safe smart hot tub
• AI-powered quantum-safe smart sauna
• AI-powered quantum-safe smart steam room
• AI-powered quantum-safe smart bathroom
• AI-powered quantum-safe smart toilet
• AI-powered quantum-safe smart bidet
• AI-powered quantum-safe smart shower
• AI-powered quantum-safe smart bathtub
• AI-powered quantum-safe smart sink
• AI-powered quantum-safe smart faucet
• AI-powered quantum-safe smart door
• AI-powered quantum-safe smart window
• AI-powered quantum-safe smart blind
• AI-powered quantum-safe smart curtain
• AI-powered quantum-safe smart rug
• AI-powered quantum-safe smart carpet
• AI-powered quantum-safe smart tile
• AI-powered quantum-safe smart grout
• AI-powered quantum-safe smart sealant
• AI-powered quantum-safe smart grout
• AI-powered quantum-safe smart caulk
• AI-powered quantum-safe smart insulation
• AI-powered quantum-safe smart drywall
• AI-powered quantum-safe smart plaster
• AI-powered quantum-safe smart paint
• AI-powered quantum-safe smart primer
• AI-powered quantum-safe smart stain
• AI-powered quantum-safe smart varnish
• AI-powered quantum-safe smart lacquer
• AI-powered quantum-safe smart oil
• AI-powered quantum-safe smart wax
• AI-powered quantum-safe smart polish
• AI-powered quantum-safe smart buffer
• AI-powered quantum-safe smart compound
• AI-powered quantum-safe smart glaze
• AI-powered quantum-safe smart enamel
• AI-powered quantum-safe smart ceramic
• AI-powered quantum-safe smart porcelain
• AI-powered quantum-safe smart stone
• AI-powered quantum-safe smart marble
• AI-powered quantum-safe smart granite
• AI-powered quantum-safe quartz
• AI-powered quantum-safe smart slate
• AI-powered quantum-safe smart sandstone
• AI-powered quantum-safe smart limestone
• AI-powered quantum-safe smart travertine
• AI-powered quantum-safe smart onyx
• AI-powered quantum-safe smart quartzite
• AI-powered quantum-safe smart soapstone
• AI-powered quantum-safe smart coral
• AI-powered quantum-safe smart shell
• AI-powered quantum-safe smart pearl
• AI-powered quantum-safe smart glass
• AI-powered quantum-safe smart crystal
• AI-powered quantum-safe smart gemstone
• AI-powered quantum-safe smart metal
• AI-powered quantum-safe smart steel
• AI-powered quantum-safe smart iron
• AI-powered quantum-safe smart copper
• AI-powered quantum-safe smart brass
• AI-powered quantum-safe smart bronze
• AI-powered quantum-safe smart aluminum
• AI-powered quantum-safe smart tin
• AI-powered quantum-safe smart lead
• AI-powered quantum-safe zinc
• AI-powered quantum-safe nickel
• AI-powered quantum-safe chromium
• AI-powered quantum-safe cobalt
• AI-powered quantum-safe manganese
• AI-powered quantum-safe magnesium
• AI-powered quantum-safe titanium
• AI-powered quantum-safe tungsten
• AI-powered quantum-safe palladium
• AI-powered quantum-safe platinum
• AI-powered quantum-safe gold
• AI-powered quantum-safe silver
• AI-powered quantum-safe platinum
• AI-powered quantum-safe rhodium
• AI-powered quantum-safe iridium
• AI-powered quantum-safe osmium
• AI-powered quantum-safe ruthenium
• AI-powered quantum-safe rhenium
• AI-powered quantum-safe germanium
• AI-powered quantum-safe silicon
• AI-powered quantum-safe gallium
• AI-powered quantum-safe indium
• AI-powered quantum-safe tellurium
• AI-powered quantum-safe bismuth
• AI-powered quantum-safe polonium
• AI-powered quantum-safe astatine
• AI-powered quantum-safe radon
• AI-powered quantum-safe francium
• AI-powered quantum-safe radium
• AI-powered quantum-safe actinium
• AI-powered quantum-safe thorium
• AI-powered quantum-safe protactinium
• AI-powered quantum-safe uranium
• AI-powered quantum-safe neptunium
• AI-powered quantum-safe plutonium
• AI-powered quantum-safe americium
• AI-powered quantum-safe curium
• AI-powered quantum-safe berkelium
• AI-powered quantum-safe californium
• AI-powered quantum-safe einsteinium
• AI-powered quantum-safe fermium
• AI-powered quantum-safe mendelevium
• AI-powered quantum-safe nobelium
• AI-powered quantum-safe lawrencium
• AI-powered quantum-safe rutherfordium
• AI-powered quantum-safe dubnium
• AI-powered quantum-safe seaborgium
• AI-powered quantum-safe bohrium
• AI-powered quantum-safe hassium
• AI-powered quantum-safe meitnerium
• AI-powered quantum-safe darmstadtium
• AI-powered quantum-safe roentgenium
• AI-powered quantum-safe copernicium
• AI-powered quantum-safe nihonium
• AI-powered quantum-safe flerovium
• AI-powered quantum-safe moscovium
• AI-powered quantum-safe livermorium
• AI-powered quantum-safe tennessine
• AI-powered quantum-safe oganesson
• AI-powered quantum-safe hydrogen
• AI-powered quantum-safe helium
• AI-powered quantum-safe lithium
• AI-powered quantum-safe beryllium
• AI-powered quantum-safe boron
• AI-powered quantum-safe carbon
• AI-powered quantum-safe nitrogen
• AI-powered quantum-safe oxygen
• AI-powered quantum-safe fluorine
• AI-powered quantum-safe neon
• AI-powered quantum-safe sodium
• AI-powered quantum-safe magnesium
• AI-powered quantum-safe aluminum
• AI-powered quantum-safe silicon
• AI-powered quantum-safe phosphorus
• AI-powered quantum-safe sulfur
• AI-powered quantum-safe chlorine
• AI-powered quantum-safe argon
• AI-powered quantum-safe potassium
• AI-powered quantum-safe calcium
• AI-powered quantum-safe scandium
• AI-powered quantum-safe titanium
• AI-powered quantum-safe vanadium
• AI-powered quantum-safe chromium
• AI-powered quantum-safe manganese
• AI-powered quantum-safe iron
• AI-powered quantum-safe cobalt
• AI-powered quantum-safe nickel
• AI-powered quantum-safe copper
• AI-powered zinc
• AI-powered gallium
• AI-powered germanium
• AI-powered arsenic
• AI-powered selenium
• AI-powered bromine
• AI-powered krypton
• AI-powered rubidium
• AI-powered strontium
• AI-powered yttrium
• AI-powered zirconium
• AI-powered niobium
• AI-powered molybdenum
• AI-powered technetium
• AI-powered ruthenium
• AI-powered rhodium
• AI-powered palladium
• AI-powered silver
• AI-powered cadmium
• AI-powered indium
• AI-powered tin
• AI-powered antimony
• AI-powered tellurium
• AI-powered xenon
• AI-powered cesium
• AI-powered barium
• AI-powered lanthanum
• AI-powered cerium
• AI-powered praseodymium
• AI-powered neodymium
• AI-powered promethium
• AI-powered samarium
• AI-powered europium
• AI-powered gadolinium
• AI-powered terbium
• AI-powered dysprosium
• AI-powered holmium
• AI-powered erbium
• AI-powered thulium
• AI-powered ytterbium
• AI-powered lutetium
• AI-powered hafnium
• AI-powered tantalum
• AI-powered tungsten
• AI-powered rhenium
• AI-powered osmium
• AI-powered iridium
• AI-powered platinum
• AI-powered gold
• AI-powered mercury
• AI-powered thallium
• AI-powered lead
• AI-powered bismuth
• AI-powered polonium
• AI-powered astatine
• AI-powered radon
• AI-powered francium
• AI-powered radium
• AI-powered actinium
• AI-powered thorium
• AI-powered protactinium
• AI-powered uranium
• AI-powered neptunium
• AI-powered plutonium
• AI-powered americium
• AI-powered curium
• AI-powered berkelium
• AI-powered californium
• AI-powered einsteinium
• AI-powered fermium
• AI-powered mendelevium
• AI-powered nobelium
• AI-powered lawrencium
• AI-powered rutherfordium
• AI-powered dubnium
• AI-powered seaborgium
• AI-powered bohrium
• AI-powered hassium
• AI-powered meitnerium
• AI-powered darmstadtium
• AI-powered roentgenium
• AI-powered copernicium
• AI-powered nihonium
• AI-powered flerovium
• AI-powered moscovium
• AI-powered livermorium
• AI-powered tennessine
• AI-powered oganesson